Identity matrix

An identity matrix of order \( n \) is a square diagonal matrix where each entry along the main diagonal is one, and all other entries are zero. Because of this, it’s also known as a unit matrix or simply an identity matrix.

An example of an identity matrix

This matrix is a specific case of diagonal matrices, with unique properties.

The identity matrix is represented by \( I_{(n)} = (\delta_{ij}) \), where \( n \) denotes its order, and the elements \( \delta_{ij} \) are called the Kronecker delta.

Kronecker delta

Note: The identity matrix is also a particular instance of a scalar matrix, where all diagonal elements equal one.

    Properties of Identity Matrices

    Here are some key properties of identity matrices:

    • The identity matrix acts as the neutral element in matrix multiplication. When multiplying a matrix \( M \) with \( n \) columns by an identity matrix \( I \) of the same order, the result is \( M \) itself: $$ M \cdot I = M $$

      Example: $$ M \cdot I_2 = \begin{pmatrix} 1 & 2 \\ 3 & 4 \end{pmatrix} \cdot \begin{pmatrix} 1 & 0 \\ 0 & 1 \end{pmatrix} = \begin{pmatrix} 1 & 2 \\ 3 & 4 \end{pmatrix} $$

      For rectangular matrices, it’s essential to ensure the number of columns in the first matrix matches the number of rows in the second for compatibility.
      • For any matrix \( A \) with \( n \) columns: $$ A \cdot I_n = A $$

        Example: $$ A \cdot I_2 = \begin{pmatrix} 1 & 2 \\ 3 & 4 \\ 5 & 6 \end{pmatrix} \cdot \begin{pmatrix} 1 & 0 \\ 0 & 1 \end{pmatrix} = \begin{pmatrix} 1 & 2 \\ 3 & 4 \\ 5 & 6 \end{pmatrix} $$

      • For any matrix \( B \) with \( n \) rows: $$ I_n \cdot B = B $$

        Example: $$ I_3 \cdot A = \begin{pmatrix} 1 & 0 & 0 \\ 0 & 1 & 0 \\ 0 & 0 & 1 \end{pmatrix} \cdot \begin{pmatrix} 1 & 2 \\ 3 & 4 \\ 5 & 6 \end{pmatrix} = \begin{pmatrix} 1 & 2 \\ 3 & 4 \\ 5 & 6 \end{pmatrix} $$

    • Identity matrices are commutative in multiplication when paired with any square matrix. If one of the matrices, \( A \) or \( B \), is an identity matrix, the product \( AB = BA \) holds, making the order of multiplication irrelevant to the outcome.Identity matrices and the commutative property of multiplication

      Note: This commutative property is specific to identity matrices, as general matrices do not follow the commutative rule in matrix multiplication.

    • The determinant of an identity matrix is always 1: $$ \text{det} (I) = 1 $$
     
     

    Please feel free to point out any errors or typos, or share suggestions to improve these notes. English isn't my first language, so if you notice any mistakes, let me know, and I'll be sure to fix them.

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    Matrices (linear algebra)